{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "resident-economy",
   "metadata": {},
   "source": [
    "### Ternary scatter plot with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "filled-facial",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.election()\n",
    "fig = px.scatter_ternary(df, a=\"Joly\", b=\"Coderre\", c=\"Bergeron\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "planned-candy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.election()\n",
    "fig = px.scatter_ternary(df, a=\"Joly\", b=\"Coderre\", c=\"Bergeron\", hover_name=\"district\",\n",
    "    color=\"winner\", size=\"total\", size_max=15,\n",
    "    color_discrete_map = {\"Joly\": \"blue\", \"Bergeron\": \"green\", \"Coderre\":\"red\"} )\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abandoned-actress",
   "metadata": {},
   "source": [
    "### Ternary scatter plot with Plotly Graph Objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "faced-synthetic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "rawData = [\n",
    "    {'journalist':75,'developer':25,'designer':0,'label':'point 1'},\n",
    "    {'journalist':70,'developer':10,'designer':20,'label':'point 2'},\n",
    "    {'journalist':75,'developer':20,'designer':5,'label':'point 3'},\n",
    "    {'journalist':5,'developer':60,'designer':35,'label':'point 4'},\n",
    "    {'journalist':10,'developer':80,'designer':10,'label':'point 5'},\n",
    "    {'journalist':10,'developer':90,'designer':0,'label':'point 6'},\n",
    "    {'journalist':20,'developer':70,'designer':10,'label':'point 7'},\n",
    "    {'journalist':10,'developer':20,'designer':70,'label':'point 8'},\n",
    "    {'journalist':15,'developer':5,'designer':80,'label':'point 9'},\n",
    "    {'journalist':10,'developer':10,'designer':80,'label':'point 10'},\n",
    "    {'journalist':20,'developer':10,'designer':70,'label':'point 11'},\n",
    "];\n",
    "\n",
    "def makeAxis(title, tickangle):\n",
    "    return {\n",
    "      'title': title,\n",
    "      'titlefont': { 'size': 20 },\n",
    "      'tickangle': tickangle,\n",
    "      'tickfont': { 'size': 15 },\n",
    "      'tickcolor': 'rgba(0,0,0,0)',\n",
    "      'ticklen': 5,\n",
    "      'showline': True,\n",
    "      'showgrid': True\n",
    "    }\n",
    "\n",
    "fig = go.Figure(go.Scatterternary({\n",
    "    'mode': 'markers',\n",
    "    'a': [i for i in map(lambda x: x['journalist'], rawData)],\n",
    "    'b': [i for i in map(lambda x: x['developer'], rawData)],\n",
    "    'c': [i for i in map(lambda x: x['designer'], rawData)],\n",
    "    'text': [i for i in map(lambda x: x['label'], rawData)],\n",
    "    'marker': {\n",
    "        'symbol': 100,\n",
    "        'color': '#DB7365',\n",
    "        'size': 14,\n",
    "        'line': { 'width': 2 }\n",
    "    }\n",
    "}))\n",
    "\n",
    "fig.update_layout({\n",
    "    'ternary': {\n",
    "        'sum': 100,\n",
    "        'aaxis': makeAxis('Journalist', 0),\n",
    "        'baxis': makeAxis('<br>Developer', 45),\n",
    "        'caxis': makeAxis('<br>Designer', -45)\n",
    "    },\n",
    "    'annotations': [{\n",
    "      'showarrow': False,\n",
    "      'text': 'Simple Ternary Plot with Markers',\n",
    "        'x': 0.5,\n",
    "        'y': 1.3,\n",
    "        'font': { 'size': 15 }\n",
    "    }]\n",
    "})\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
